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January 5, 2022 06:20
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car-damage-detection-colab.ipynb
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| { | |
| "metadata": { | |
| "kernelspec": { | |
| "language": "python", | |
| "display_name": "Python 3", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "name": "python", | |
| "version": "3.7.12", | |
| "mimetype": "text/x-python", | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "pygments_lexer": "ipython3", | |
| "nbconvert_exporter": "python", | |
| "file_extension": ".py" | |
| }, | |
| "colab": { | |
| "name": "car-damage-detection-colab.ipynb", | |
| "provenance": [], | |
| "collapsed_sections": [], | |
| "include_colab_link": true | |
| }, | |
| "accelerator": "GPU" | |
| }, | |
| "nbformat_minor": 0, | |
| "nbformat": 4, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/samyumobi/8144b8eb041046df820531e5fe982524/car-damage-detection-colab.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np # linear algebra\n", | |
| "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", | |
| "import os\n", | |
| "\n", | |
| "import tensorflow as tf\n", | |
| "import numpy as np\n", | |
| "from tensorflow import keras\n", | |
| "\n", | |
| "import os\n", | |
| "import cv2\n", | |
| "from tensorflow.keras.preprocessing.image import ImageDataGenerator #\n", | |
| "from tensorflow.keras.preprocessing import image\n", | |
| "import matplotlib.pyplot as plt" | |
| ], | |
| "metadata": { | |
| "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", | |
| "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:42:56.344866Z", | |
| "iopub.execute_input": "2022-01-02T07:42:56.345704Z", | |
| "iopub.status.idle": "2022-01-02T07:42:56.374397Z", | |
| "shell.execute_reply.started": "2022-01-02T07:42:56.345542Z", | |
| "shell.execute_reply": "2022-01-02T07:42:56.373617Z" | |
| }, | |
| "trusted": true, | |
| "id": "jrqLhJA-zStI" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Read data path and check files" | |
| ], | |
| "metadata": { | |
| "id": "KQ2hInYtzStO" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from google.colab import drive\n", | |
| "drive.mount('/content/drive')" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "_MSC_Jdq1IKh", | |
| "outputId": "c3e3ca37-f90c-478e-9683-1cddba8fd976" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Mounted at /content/drive\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "train_data_path = \"/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/train/\"\n", | |
| "test_data_path = \"/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/test/\"\n", | |
| "valid_data_path = \"/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/valid/\"" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:01.413407Z", | |
| "iopub.execute_input": "2022-01-02T07:43:01.414232Z", | |
| "iopub.status.idle": "2022-01-02T07:43:01.419582Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:01.414192Z", | |
| "shell.execute_reply": "2022-01-02T07:43:01.418829Z" | |
| }, | |
| "trusted": true, | |
| "id": "KuRK0-USzStP" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import glob\n", | |
| "#print(glob.glob(str(train_data_path)+'/*.jpg'))\n", | |
| "#back_light-1---83-_jpg.rf.829f6df0f7e1032fac163a84da29a75e.jpg\n", | |
| "#sign_light--19-_jpg.rf.9170ffdd1abc3028910d4592a6aa9984.jpg" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:01.422320Z", | |
| "iopub.execute_input": "2022-01-02T07:43:01.422589Z", | |
| "iopub.status.idle": "2022-01-02T07:43:01.438860Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:01.422538Z", | |
| "shell.execute_reply": "2022-01-02T07:43:01.438205Z" | |
| }, | |
| "trusted": true, | |
| "id": "fcHejG8uzStQ" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# looking into the the data\n", | |
| "img = plt.imread(os.path.join(train_data_path, \"0118_JPEG.rf.29e679636575003fa9eb7a39b4040d8e.jpg\"))\n", | |
| "plt.imshow(img)\n", | |
| "height, width, dim = img.shape\n", | |
| "print(\"size of image (h x w)\",height,width)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:01.440369Z", | |
| "iopub.execute_input": "2022-01-02T07:43:01.440650Z", | |
| "iopub.status.idle": "2022-01-02T07:43:01.787916Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:01.440612Z", | |
| "shell.execute_reply": "2022-01-02T07:43:01.787250Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 286 | |
| }, | |
| "id": "dkoWM-5YzStQ", | |
| "outputId": "4ad13b28-08f3-4647-dcba-6029b22b3a68" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "size of image (h x w) 640 640\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# looking into the the data\n", | |
| "img = plt.imread(os.path.join(train_data_path, \"1--1-_jpeg.rf.62f331d25cc13d269afeda0e08f51ad5.jpg\"))\n", | |
| "plt.imshow(img)\n", | |
| "height, width, dim = img.shape\n", | |
| "print(\"size of image (h x w)\",height,width)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:01.788888Z", | |
| "iopub.execute_input": "2022-01-02T07:43:01.789120Z", | |
| "iopub.status.idle": "2022-01-02T07:43:02.077233Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:01.789089Z", | |
| "shell.execute_reply": "2022-01-02T07:43:02.076587Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 286 | |
| }, | |
| "id": "J9JekIugzStR", | |
| "outputId": "1c50e394-d75a-417c-f425-63609a7abac8" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "size of image (h x w) 640 640\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "train_data_path" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:02.078607Z", | |
| "iopub.execute_input": "2022-01-02T07:43:02.079048Z", | |
| "iopub.status.idle": "2022-01-02T07:43:02.084249Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:02.079012Z", | |
| "shell.execute_reply": "2022-01-02T07:43:02.083583Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 35 | |
| }, | |
| "id": "0zHLvhtRzStS", | |
| "outputId": "6208f39a-33e8-4bec-e44d-49fde9269ffe" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "application/vnd.google.colaboratory.intrinsic+json": { | |
| "type": "string" | |
| }, | |
| "text/plain": [ | |
| "'/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/train/'" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 7 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Load images data" | |
| ], | |
| "metadata": { | |
| "id": "OKHhf5yuzStT" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "train = ImageDataGenerator(rescale=1/255)\n", | |
| "test = ImageDataGenerator(rescale=1/255)\n", | |
| "valid = ImageDataGenerator(rescale=1/255)\n", | |
| "\n", | |
| "img_width, img_height = 640, 640\n", | |
| "\n", | |
| "nb_train_samples = 2000\n", | |
| "nb_validation_samples = 800\n", | |
| "nb_epoch = 50\n", | |
| "\n", | |
| "train_dataset = train.flow_from_directory(directory = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco',classes = ['train']\n", | |
| " ,\n", | |
| " target_size=(img_width, img_height),\n", | |
| " batch_size=32,\n", | |
| " class_mode='binary')\n", | |
| " \n", | |
| "test_dataset = test.flow_from_directory(directory = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco',classes = ['test']\n", | |
| " ,\n", | |
| " target_size=(img_width, img_height),\n", | |
| " batch_size=16,\n", | |
| " class_mode='binary')\n", | |
| "\n", | |
| "valid_dataset = test.flow_from_directory(directory = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco',classes = ['valid']\n", | |
| " ,\n", | |
| " target_size=(img_width, img_height),\n", | |
| " batch_size=16,\n", | |
| " class_mode='binary',\n", | |
| " shuffle=True)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:02.085625Z", | |
| "iopub.execute_input": "2022-01-02T07:43:02.086171Z", | |
| "iopub.status.idle": "2022-01-02T07:43:06.393391Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:02.086132Z", | |
| "shell.execute_reply": "2022-01-02T07:43:06.392632Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "xw2i5eGuzStU", | |
| "outputId": "64e9e7ec-f863-4878-c7ba-413b3f5aab55" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Found 754 images belonging to 1 classes.\n", | |
| "Found 80 images belonging to 1 classes.\n", | |
| "Found 390 images belonging to 1 classes.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Train model" | |
| ], | |
| "metadata": { | |
| "id": "lwPT8mTpzStV" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from keras.preprocessing.image import ImageDataGenerator\n", | |
| "from keras.models import Sequential\n", | |
| "from keras.layers import Convolution2D, MaxPooling2D\n", | |
| "from keras.layers import Activation, Dropout, Flatten, Dense" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:06.404283Z", | |
| "iopub.execute_input": "2022-01-02T07:43:06.404707Z", | |
| "iopub.status.idle": "2022-01-02T07:43:06.410943Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:06.404667Z", | |
| "shell.execute_reply": "2022-01-02T07:43:06.410203Z" | |
| }, | |
| "trusted": true, | |
| "id": "ZjQLE25PzStV" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# dimensions of our images.\n", | |
| "img_width, img_height = 640, 640\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "model = Sequential()\n", | |
| "model.add(Convolution2D(32, (3, 3),padding='same',input_shape=(img_width, img_height,3)))\n", | |
| "model.add(Activation('relu'))\n", | |
| "model.add(MaxPooling2D(pool_size=(2, 2)))\n", | |
| "\n", | |
| "model.add(Convolution2D(32,(3, 3)))\n", | |
| "model.add(Activation('relu'))\n", | |
| "model.add(MaxPooling2D(pool_size=(2, 2)))\n", | |
| "\n", | |
| "model.add(Convolution2D(32, (3, 3)))\n", | |
| "model.add(Activation('relu'))\n", | |
| "model.add(MaxPooling2D(pool_size=(2, 2)))\n", | |
| "\n", | |
| "model.add(Flatten())\n", | |
| "model.add(Dense(64))\n", | |
| "model.add(Activation('relu'))\n", | |
| "model.add(Dropout(0.5))\n", | |
| "model.add(Dense(1))\n", | |
| "model.add(Activation('sigmoid'))\n", | |
| "model.summary()\n" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:06.412149Z", | |
| "iopub.execute_input": "2022-01-02T07:43:06.412446Z", | |
| "iopub.status.idle": "2022-01-02T07:43:08.781335Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:06.412410Z", | |
| "shell.execute_reply": "2022-01-02T07:43:08.780632Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "y6PgwmfAzStW", | |
| "outputId": "8d366d98-ecdc-4010-ae0d-120d321ed1ce" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Model: \"sequential\"\n", | |
| "_________________________________________________________________\n", | |
| " Layer (type) Output Shape Param # \n", | |
| "=================================================================\n", | |
| " conv2d (Conv2D) (None, 640, 640, 32) 896 \n", | |
| " \n", | |
| " activation (Activation) (None, 640, 640, 32) 0 \n", | |
| " \n", | |
| " max_pooling2d (MaxPooling2D (None, 320, 320, 32) 0 \n", | |
| " ) \n", | |
| " \n", | |
| " conv2d_1 (Conv2D) (None, 318, 318, 32) 9248 \n", | |
| " \n", | |
| " activation_1 (Activation) (None, 318, 318, 32) 0 \n", | |
| " \n", | |
| " max_pooling2d_1 (MaxPooling (None, 159, 159, 32) 0 \n", | |
| " 2D) \n", | |
| " \n", | |
| " conv2d_2 (Conv2D) (None, 157, 157, 32) 9248 \n", | |
| " \n", | |
| " activation_2 (Activation) (None, 157, 157, 32) 0 \n", | |
| " \n", | |
| " max_pooling2d_2 (MaxPooling (None, 78, 78, 32) 0 \n", | |
| " 2D) \n", | |
| " \n", | |
| " flatten (Flatten) (None, 194688) 0 \n", | |
| " \n", | |
| " dense (Dense) (None, 64) 12460096 \n", | |
| " \n", | |
| " activation_3 (Activation) (None, 64) 0 \n", | |
| " \n", | |
| " dropout (Dropout) (None, 64) 0 \n", | |
| " \n", | |
| " dense_1 (Dense) (None, 1) 65 \n", | |
| " \n", | |
| " activation_4 (Activation) (None, 1) 0 \n", | |
| " \n", | |
| "=================================================================\n", | |
| "Total params: 12,479,553\n", | |
| "Trainable params: 12,479,553\n", | |
| "Non-trainable params: 0\n", | |
| "_________________________________________________________________\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from keras.layers import Dense,Activation,Dropout, Conv2D, MaxPool2D\n", | |
| "from keras.callbacks import EarlyStopping, ModelCheckpoint\n", | |
| "model.compile(loss='binary_crossentropy',\n", | |
| " optimizer='adam',\n", | |
| " metrics=['accuracy'])\n", | |
| "\n", | |
| "earlystop = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=1, min_delta=0.001)\n", | |
| "modelcheck = ModelCheckpoint('best_model.hdf5', monitor='val_accuracy',verbose=1,save_best_only=True,mode='max')\n", | |
| "history = model.fit(train_dataset, \n", | |
| " validation_data=test_dataset,\n", | |
| " epochs=64,\n", | |
| " callbacks=[earlystop,modelcheck],\n", | |
| " batch_size=32)\n", | |
| "\n" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:43:08.783180Z", | |
| "iopub.execute_input": "2022-01-02T07:43:08.783685Z", | |
| "iopub.status.idle": "2022-01-02T07:43:08.798453Z", | |
| "shell.execute_reply.started": "2022-01-02T07:43:08.783647Z", | |
| "shell.execute_reply": "2022-01-02T07:43:08.797694Z" | |
| }, | |
| "trusted": true, | |
| "id": "ZTyt1mJezStW", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "332409f9-8136-48bd-a447-47ab0b627287" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Epoch 1/64\n", | |
| "24/24 [==============================] - ETA: 0s - loss: 0.0294 - accuracy: 0.9801\n", | |
| "Epoch 00001: val_accuracy improved from -inf to 1.00000, saving model to best_model.hdf5\n", | |
| "24/24 [==============================] - 52s 2s/step - loss: 0.0294 - accuracy: 0.9801 - val_loss: 0.0000e+00 - val_accuracy: 1.0000\n", | |
| "Epoch 2/64\n", | |
| "24/24 [==============================] - ETA: 0s - loss: 0.0000e+00 - accuracy: 1.0000\n", | |
| "Epoch 00002: val_accuracy did not improve from 1.00000\n", | |
| "24/24 [==============================] - 17s 669ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000\n", | |
| "Epoch 00002: early stopping\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "model.save('car_model.hdf5')" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:45:51.651327Z", | |
| "iopub.execute_input": "2022-01-02T07:45:51.651587Z", | |
| "iopub.status.idle": "2022-01-02T07:45:51.968162Z", | |
| "shell.execute_reply.started": "2022-01-02T07:45:51.651538Z", | |
| "shell.execute_reply": "2022-01-02T07:45:51.967417Z" | |
| }, | |
| "trusted": true, | |
| "id": "8oxiJMOezStX" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Saving the model for Future Inferences\n", | |
| "\n", | |
| "model_json = model.to_json()\n", | |
| "with open(\"model.json\", \"w\") as json_file:\n", | |
| " json_file.write(model_json)\n", | |
| "# serialize weights to HDF5\n", | |
| "model.save_weights(\"model.h5\")" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:45:51.969627Z", | |
| "iopub.execute_input": "2022-01-02T07:45:51.969872Z", | |
| "iopub.status.idle": "2022-01-02T07:45:52.090210Z", | |
| "shell.execute_reply.started": "2022-01-02T07:45:51.969838Z", | |
| "shell.execute_reply": "2022-01-02T07:45:52.089494Z" | |
| }, | |
| "trusted": true, | |
| "id": "8JtZw8EEzStX" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from keras.utils.vis_utils import plot_model\n", | |
| "plot_model(model,show_shapes=True,show_layer_names=True, to_file='model.png')" | |
| ], | |
| "metadata": { | |
| "id": "M0Ost-udz7mk" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Evaluate the model" | |
| ], | |
| "metadata": { | |
| "id": "8XIFP78WzStZ" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "print('Test accuracy achieved', history.history['val_accuracy'][-2])" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:45:52.473634Z", | |
| "iopub.execute_input": "2022-01-02T07:45:52.474083Z", | |
| "iopub.status.idle": "2022-01-02T07:45:52.479735Z", | |
| "shell.execute_reply.started": "2022-01-02T07:45:52.474045Z", | |
| "shell.execute_reply": "2022-01-02T07:45:52.478961Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "YD-toWBfzStZ", | |
| "outputId": "73ceb4a8-9a92-460b-b2bf-d76c546878e4" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Test accuracy achieved 1.0\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "model.evaluate_generator(generator=valid_dataset,steps=32)\n", | |
| "# model.evaluate(generator=valid_dataset,steps=64)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:45:52.480954Z", | |
| "iopub.execute_input": "2022-01-02T07:45:52.481379Z", | |
| "iopub.status.idle": "2022-01-02T07:46:03.523294Z", | |
| "shell.execute_reply.started": "2022-01-02T07:45:52.481341Z", | |
| "shell.execute_reply": "2022-01-02T07:46:03.522619Z" | |
| }, | |
| "trusted": true, | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "hDy7KCOozStZ", | |
| "outputId": "478e078b-8d58-4933-c219-d7a2befd1a47" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: UserWarning: `Model.evaluate_generator` is deprecated and will be removed in a future version. Please use `Model.evaluate`, which supports generators.\n", | |
| " \"\"\"Entry point for launching an IPython kernel.\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "WARNING:tensorflow:Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches (in this case, 32 batches). You may need to use the repeat() function when building your dataset.\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "[0.0, 1.0]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 15 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Predict the output" | |
| ], | |
| "metadata": { | |
| "id": "TOFmjn9vzStZ" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "test_dataset.reset()\n", | |
| "pred=model.predict_generator(test_dataset,\n", | |
| "steps=128,\n", | |
| "verbose=1)\n", | |
| "predicted_class_indices=np.argmax(pred,axis=1)\n" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:46:03.524528Z", | |
| "iopub.execute_input": "2022-01-02T07:46:03.524945Z", | |
| "iopub.status.idle": "2022-01-02T07:46:05.213102Z", | |
| "shell.execute_reply.started": "2022-01-02T07:46:03.524909Z", | |
| "shell.execute_reply": "2022-01-02T07:46:05.212400Z" | |
| }, | |
| "trusted": true, | |
| "id": "vf7FBIaWzStZ", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "9eaa73f0-a54c-46ca-a0a8-d93b1d80f652" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:4: UserWarning: `Model.predict_generator` is deprecated and will be removed in a future version. Please use `Model.predict`, which supports generators.\n", | |
| " after removing the cwd from sys.path.\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " 5/128 [>.............................] - ETA: 30sWARNING:tensorflow:Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches (in this case, 128 batches). You may need to use the repeat() function when building your dataset.\n", | |
| "128/128 [==============================] - 1s 9ms/step\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "predicted_class_indices\n", | |
| "\n", | |
| "# 0 = car damage" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:46:05.216063Z", | |
| "iopub.execute_input": "2022-01-02T07:46:05.216432Z", | |
| "iopub.status.idle": "2022-01-02T07:46:05.222922Z", | |
| "shell.execute_reply.started": "2022-01-02T07:46:05.216402Z", | |
| "shell.execute_reply": "2022-01-02T07:46:05.221804Z" | |
| }, | |
| "trusted": true, | |
| "id": "68vAmhA-zSta", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "78653f38-de33-48b0-f653-a0440e48d309" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", | |
| " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", | |
| " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", | |
| " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 17 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "\n", | |
| "labels = (train_dataset.class_indices)\n", | |
| "labels = dict((v,k) for k,v in labels.items())\n", | |
| "predictions = [labels[k] for k in predicted_class_indices]\n", | |
| "#save predictions to results file\n", | |
| "filenames=test_dataset.filenames\n", | |
| "results=pd.DataFrame({\"Filename\":filenames,\n", | |
| " \"Predictions\":predictions})\n", | |
| "results.to_csv(\"results.csv\",index=False)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:46:05.224125Z", | |
| "iopub.execute_input": "2022-01-02T07:46:05.224821Z", | |
| "iopub.status.idle": "2022-01-02T07:46:05.232865Z", | |
| "shell.execute_reply.started": "2022-01-02T07:46:05.224782Z", | |
| "shell.execute_reply": "2022-01-02T07:46:05.232020Z" | |
| }, | |
| "trusted": true, | |
| "id": "AYQ6pp03zSta" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Validate Model Output" | |
| ], | |
| "metadata": { | |
| "id": "m6-EGjGwzSta" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "#Check data in validation dataset\n", | |
| "import glob\n", | |
| "# print(glob.glob(str(valid_data_path)+'/*.jpg'))" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:46:05.251988Z", | |
| "iopub.execute_input": "2022-01-02T07:46:05.252432Z", | |
| "iopub.status.idle": "2022-01-02T07:46:05.258562Z", | |
| "shell.execute_reply.started": "2022-01-02T07:46:05.252400Z", | |
| "shell.execute_reply": "2022-01-02T07:46:05.257745Z" | |
| }, | |
| "trusted": true, | |
| "id": "9NT-402BzSta" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# Our predict function\n", | |
| "def predictImage(filename):\n", | |
| " \n", | |
| " img = image.load_img(filename)\n", | |
| " plt.imshow(img)\n", | |
| " \n", | |
| " Y = image.img_to_array(img)\n", | |
| " X = np.expand_dims(Y,axis=0)\n", | |
| " val = model.predict(X)\n", | |
| " print(val)\n", | |
| " if val < 0.5:\n", | |
| " plt.xlabel(\"Car Damage\",fontsize=30)\n", | |
| " elif val >= 0.5:\n", | |
| " plt.xlabel(\"Car Not Damage\",fontsize=30)\n", | |
| " \n", | |
| " \n", | |
| "u = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/valid/11_jpeg.rf.2a13b0d994e1fa1d95bf7f0292680f36.jpg'\n", | |
| "predictImage(u)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:46:05.261314Z", | |
| "iopub.execute_input": "2022-01-02T07:46:05.261995Z", | |
| "iopub.status.idle": "2022-01-02T07:46:05.703127Z", | |
| "shell.execute_reply.started": "2022-01-02T07:46:05.261933Z", | |
| "shell.execute_reply": "2022-01-02T07:46:05.702417Z" | |
| }, | |
| "trusted": true, | |
| "id": "RpJ5LOQ2zSta", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 319 | |
| }, | |
| "outputId": "82dce1d5-c4f2-4fa0-829c-5b74ac48ee7d" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[0.]]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "u = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/valid/17_jpeg.rf.482e834e083b0c3b9bada20c046c231d.jpg'\n", | |
| "predictImage(u)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 319 | |
| }, | |
| "id": "FqtwBOn43X_l", | |
| "outputId": "1970e2b6-1777-4f67-99f8-adcd13251989" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[0.]]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "u = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/valid/6--1-_jpeg.rf.81ff429e14d467f82f38468f96e21eaf.jpg'\n", | |
| "predictImage(u)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 319 | |
| }, | |
| "id": "cgtQyD8h3ZW-", | |
| "outputId": "ca8ecff7-9d48-4784-ed6b-9cb85b30970e" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[0.]]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "u = '/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/valid/25_jpeg.rf.7d6a010838584cb14aaa1d883d1e8a86.jpg'\n", | |
| "predictImage(u)" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 319 | |
| }, | |
| "id": "z0nmNY403Z-0", | |
| "outputId": "4e41a21f-7a99-47d8-8599-e6883ad4eb6e" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[[0.]]\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# StreamLit Web app\n" | |
| ], | |
| "metadata": { | |
| "id": "bXR9iiSFzStb" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# !pip install --upgrade streamlit\n", | |
| "# !pip install streamlit\n", | |
| "# !pip install pyngrok\n", | |
| "# !pip install ipykernel>=5.1.2\n", | |
| "# !pip install pydeck\n", | |
| "# !pip install --upgrade ipykernel" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:50:37.177757Z", | |
| "iopub.execute_input": "2022-01-02T07:50:37.178602Z", | |
| "iopub.status.idle": "2022-01-02T07:53:06.315392Z", | |
| "shell.execute_reply.started": "2022-01-02T07:50:37.178530Z", | |
| "shell.execute_reply": "2022-01-02T07:53:06.314517Z" | |
| }, | |
| "trusted": true, | |
| "id": "6v5S8ww4zStb" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "%%writefile app.py\n", | |
| "import streamlit as st\n", | |
| "PAGE_CONFIG = {\"page_title\":\"StColab.io\",\"page_icon\":\":smiley:\",\"layout\":\"centered\"}\n", | |
| "st.beta_set_page_config(**PAGE_CONFIG)\n", | |
| "\n", | |
| "import numpy as np\n", | |
| "import tensorflow as tf\n", | |
| "from PIL import Image, ImageOps\n", | |
| "def import_and_predict(image_data, model):\n", | |
| " \n", | |
| " size = (150,150) \n", | |
| " image = ImageOps.fit(image_data)\n", | |
| " image = np.asarray(image)\n", | |
| " image = (image.astype(np.float32) / 255.0)\n", | |
| "\n", | |
| " img_reshape = image[np.newaxis,...]\n", | |
| "\n", | |
| " prediction = model.predict(img_reshape)\n", | |
| " \n", | |
| " return prediction\n", | |
| " \n", | |
| "model = tf.keras.models.load_model('car_model.hdf5')\n", | |
| "\n", | |
| "st.write(\"\"\"\n", | |
| " # Car Damage Detection\n", | |
| " \"\"\"\n", | |
| " )\n", | |
| "st.write(\"This is a simple image classification web app to predict damage\")\n", | |
| "file = st.file_uploader(\"Please upload an image file\", type=[\"jpg\", \"png\"]) \n", | |
| "if file is None:\n", | |
| " st.text(\"Please upload an image file\")\n", | |
| "else:\n", | |
| " image = Image.open(file)\n", | |
| " st.image(image, use_column_width=True)\n", | |
| " prediction = import_and_predict(image, model)\n", | |
| " \n", | |
| " if np.argmax(prediction) < 0.5:\n", | |
| " st.write(\"Car Damage!\")\n", | |
| " elif np.argmax(prediction) >= 0.5:\n", | |
| " st.write(\"Car Not Damage!\")\n", | |
| " \n", | |
| " \n", | |
| " st.text(\"Probability (0: Car_Damage, 1: Car_Not_Damage\")\n", | |
| " st.write(prediction)" | |
| ], | |
| "metadata": { | |
| "execution": { | |
| "iopub.status.busy": "2022-01-02T07:53:06.318017Z", | |
| "iopub.execute_input": "2022-01-02T07:53:06.318322Z", | |
| "iopub.status.idle": "2022-01-02T07:53:06.358485Z", | |
| "shell.execute_reply.started": "2022-01-02T07:53:06.318283Z", | |
| "shell.execute_reply": "2022-01-02T07:53:06.357402Z" | |
| }, | |
| "trusted": true, | |
| "id": "X_i2ueybzStb", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "ebba4c6a-39e2-4079-bbac-c8025db5f456" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Writing app.py\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# run the app on local system\n", | |
| "!streamlit run app.py &>/dev/null&" | |
| ], | |
| "metadata": { | |
| "id": "Se49HKflqnSA" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# A url is created to host the app\n", | |
| "from pyngrok import ngrok\n", | |
| "# Setup a tunnel to the streamlit port 8501\n", | |
| "public_url = ngrok.connect(port='8501')\n", | |
| "public_url" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "L9PH7f5YqrC2", | |
| "outputId": "429edfc2-a256-4250-84bd-752338b183e1" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "" | |
| ] | |
| }, | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "<NgrokTunnel: \"http://2c42-35-194-35-114.ngrok.io\" -> \"http://localhost:80\">" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 24 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# shutdown the app\n", | |
| "!pgrep streamlit\n", | |
| "ngrok.kill()" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "Tm3W4GDmq9I8", | |
| "outputId": "7673bea1-5c1e-46c3-e85a-5c6482b73042" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "2329\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# run streamlit on local system\n", | |
| "# !streamlit run /usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py [ARGUMENTS]\n", | |
| "\n", | |
| "# !streamlit run /usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py [ARGUMENTS] --server.enableWebsocketCompression=false --server.enableXsrfProtection=false --server.port=8888" | |
| ], | |
| "metadata": { | |
| "id": "9iCtRljfqmKM" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Deploy model with Flask" | |
| ], | |
| "metadata": { | |
| "id": "m0Un_DhGtl1k" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# import os\n", | |
| "# import numpy as np\n", | |
| "# import pandas as pd\n", | |
| "# from PIL import Image\n", | |
| "# import tensorflow as tf\n", | |
| "# from tensorflow.keras.models import load_model\n", | |
| "# from tensorflow.keras.preprocessing import image\n", | |
| "# from flask import Flask, render_template, request\n", | |
| "# from tensorflow.keras.preprocessing.image import load_img\n", | |
| "# from tensorflow.keras.preprocessing.image import img_to_array\n", | |
| "\n", | |
| "# app = Flask(__name__)\n", | |
| "\n", | |
| "# def get_model():\n", | |
| "# global model\n", | |
| "# model = load_model('car_model.hdf5')\n", | |
| "# print(\"Model loaded!\")\n", | |
| "\n", | |
| "# def load_image(img_path):\n", | |
| "\n", | |
| "# img = image.load_img(img_path)\n", | |
| "# img_tensor = image.img_to_array(img) # (height, width, channels)\n", | |
| "# img_tensor = np.expand_dims(img_tensor, axis=0) # (1, height, width, channels), add a dimension because the model expects this shape: (batch_size, height, width, channels)\n", | |
| "# img_tensor /= 255. # imshow expects values in the range [0, 1]\n", | |
| "\n", | |
| "# return img_tensor\n", | |
| "\n", | |
| "# def prediction(img_path):\n", | |
| "# new_image = load_image(img_path)\n", | |
| " \n", | |
| "# pred = model.predict(new_image)\n", | |
| " \n", | |
| "# print(pred)\n", | |
| " \n", | |
| "# labels=np.array(pred)\n", | |
| "# labels[labels>=0.6]=1\n", | |
| "# labels[labels<0.6]=0\n", | |
| " \n", | |
| "# print(labels)\n", | |
| "# final=np.array(labels)\n", | |
| " \n", | |
| "# if final[0][0]==1:\n", | |
| "# return \"Damaged Car\"\n", | |
| "# else:\n", | |
| "# return \"Non Damaged Car\"\n", | |
| "\n", | |
| "# get_model()" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "WTruyKVytnBX", | |
| "outputId": "e372d4a2-9736-4ebb-ba70-37e2250ccc42" | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Model loaded!\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# from flask import Flask, request, render_template,jsonify\n", | |
| "# @app.route(\"/\", methods=['GET', 'POST'], endpoint='func')\n", | |
| "# def home():\n", | |
| "\n", | |
| "# return render_template('home.html')\n", | |
| "\n", | |
| "# @app.route(\"/predict\", methods = ['GET','POST'], endpoint='func2')\n", | |
| "# def predict():\n", | |
| " \n", | |
| "# if request.method == 'POST':\n", | |
| " \n", | |
| "# file = request.files['file']\n", | |
| "# filename = file.filename\n", | |
| "# file_path = os.path.join(r'/content/drive/MyDrive/car_dent_coco.zip (Unzipped Files)/car_dent_coco/valid/', filename) #slashes should be handeled properly\n", | |
| "# file.save(file_path)\n", | |
| "# print(filename)\n", | |
| "# product = prediction(file_path)\n", | |
| "# print(product)\n", | |
| " \n", | |
| "# return render_template('predict.html', product = product, user_image = file_path) #file_path can or may used at the place of filename\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "# if __name__ == \"__main__\":\n", | |
| "# # app.run()\n", | |
| "# app.run(port=5000,debug=True)" | |
| ], | |
| "metadata": { | |
| "id": "gyzwKLGUtwhW" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# References\n", | |
| "\n", | |
| "* [Tutorial-image-classification-with-keras-flow-from-directory-and-generators](https://vijayabhaskar96.medium.com/tutorial-image-classification-with-keras-flow-from-directory-and-generators-95f75ebe5720)\n", | |
| "\n", | |
| "* [Model deployment using streamlit on Colab ](https://medium.com/@jcharistech/how-to-run-streamlit-apps-from-colab-29b969a1bdfc)" | |
| ], | |
| "metadata": { | |
| "id": "cu1dUavlzStb" | |
| } | |
| } | |
| ] | |
| } |
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